Embedding similarity evaluation : English-Spanish

		Level 0 : Basic Overview			Level 1 : Retrieval		Level 2 : Topic‑Level				Level 3 : Error‑Type
Model	Model Info	Dist Chart	Rand Chart	Basic Stats	CMC Curve	Retrieval Stats	UMAP (Topics & Lang1)	UMAP (Topics & Lang2)	UMAP (Sent‑Len)	Topic Avg Cosine	Error % Bar Chart
all_mpnet_base_v2	Statistic Value arch mpnet hidden_size 768 layers 12 vocab_size 30527			Statistic Value mean_true 0.520555 std_true 0.223859 mean_random 0.152264 std_random 0.099044 snr 3.718436 ks_p_value 0.000000		Statistic Value recall@k 0.483550 precision@k 0.096710 mean reciprocal rank 0.487856
all_MiniLM_L6_v2	Statistic Value arch bert hidden_size 384 layers 6 vocab_size 30522			Statistic Value mean_true 0.463276 std_true 0.242676 mean_random 0.107584 std_random 0.091173 snr 3.901295 ks_p_value 0.000000		Statistic Value recall@k 0.444600 precision@k 0.088920 mean reciprocal rank 0.455219
all_roberta_large_v1	Statistic Value arch roberta hidden_size 1024 layers 24 vocab_size 50265			Statistic Value mean_true 0.602619 std_true 0.188348 mean_random 0.117541 std_random 0.096130 snr 5.046082 ks_p_value 0.000000		Statistic Value recall@k 0.79290 precision@k 0.15858 mean reciprocal rank 0.74458
paraphrase_mpnet_base_v2	Statistic Value arch mpnet hidden_size 768 layers 12 vocab_size 30527			Statistic Value mean_true 0.471597 std_true 0.233634 mean_random 0.163883 std_random 0.086582 snr 3.554028 ks_p_value 0.000000		Statistic Value recall@k 0.358700 precision@k 0.071740 mean reciprocal rank 0.399813
paraphrase_MiniLM_L6_v2	Statistic Value arch bert hidden_size 384 layers 6 vocab_size 30522			Statistic Value mean_true 0.423578 std_true 0.249959 mean_random 0.125499 std_random 0.097514 snr 3.056799 ks_p_value 0.000000		Statistic Value recall@k 0.287600 precision@k 0.057520 mean reciprocal rank 0.352215
bert_base_nli_mean_tokens	Statistic Value arch bert hidden_size 768 layers 12 vocab_size 30522			Statistic Value mean_true 0.598357 std_true 0.209622 mean_random 0.347858 std_random 0.131530 snr 1.904495 ks_p_value 0.000000		Statistic Value recall@k 0.277100 precision@k 0.055420 mean reciprocal rank 0.352927
LaBSE	Statistic Value arch bert hidden_size 768 layers 12 vocab_size 501153			Statistic Value mean_true 0.891042 std_true 0.084107 mean_random 0.186426 std_random 0.096587 snr 7.295161 ks_p_value 0.000000		Statistic Value recall@k 0.987600 precision@k 0.197520 mean reciprocal rank 0.979883
distiluse_base_multilingual_cased_v2	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.898081 std_true 0.099776 mean_random 0.021226 std_random 0.081071 snr 10.815850 ks_p_value 0.000000		Statistic Value recall@k 0.981950 precision@k 0.196390 mean reciprocal rank 0.972438
paraphrase_multilingual_MiniLM_L12_v2	Statistic Value arch bert hidden_size 384 layers 12 vocab_size 250037			Statistic Value mean_true 0.890121 std_true 0.108192 mean_random 0.163694 std_random 0.130198 snr 5.579393 ks_p_value 0.000000		Statistic Value recall@k 0.959050 precision@k 0.191810 mean reciprocal rank 0.947329
paraphrase_multilingual_mpnet_base_v2	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.918349 std_true 0.091276 mean_random 0.214925 std_random 0.124556 snr 5.647454 ks_p_value 0.000000		Statistic Value recall@k 0.970000 precision@k 0.194000 mean reciprocal rank 0.959031
paraphrase_xlm_r_multilingual_v1	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.888385 std_true 0.099498 mean_random 0.183479 std_random 0.105966 snr 6.652215 ks_p_value 0.000000		Statistic Value recall@k 0.976400 precision@k 0.195280 mean reciprocal rank 0.966757
xlm_r_distilroberta_base_paraphrase_v1	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.888385 std_true 0.099498 mean_random 0.183479 std_random 0.105966 snr 6.652215 ks_p_value 0.000000		Statistic Value recall@k 0.976400 precision@k 0.195280 mean reciprocal rank 0.966757
stsb_xlm_r_multilingual	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.921425 std_true 0.091246 mean_random 0.176070 std_random 0.146825 snr 5.076479 ks_p_value 0.000000		Statistic Value recall@k 0.969600 precision@k 0.193920 mean reciprocal rank 0.957799
xlm_r_bert_base_nli_stsb_mean_tokens	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.921425 std_true 0.091246 mean_random 0.176070 std_random 0.146825 snr 5.076479 ks_p_value 0.000000		Statistic Value recall@k 0.969600 precision@k 0.193920 mean reciprocal rank 0.957799
xlm_r_100langs_bert_base_nli_stsb_mean_tokens	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.921425 std_true 0.091246 mean_random 0.176070 std_random 0.146825 snr 5.076479 ks_p_value 0.000000		Statistic Value recall@k 0.969600 precision@k 0.193920 mean reciprocal rank 0.957799
xlm_r_100langs_bert_base_nli_mean_tokens	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.953912 std_true 0.060187 mean_random 0.346739 std_random 0.156871 snr 3.870531 ks_p_value 0.000000		Statistic Value recall@k 0.962900 precision@k 0.192580 mean reciprocal rank 0.951571
distilbert_multilingual_nli_stsb_quora_ranking	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.970870 std_true 0.035256 mean_random 0.758981 std_random 0.071919 snr 2.946196 ks_p_value 0.000000		Statistic Value recall@k 0.939850 precision@k 0.187970 mean reciprocal rank 0.923658
quora_distilbert_multilingual	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.970870 std_true 0.035256 mean_random 0.758981 std_random 0.071919 snr 2.946196 ks_p_value 0.000000		Statistic Value recall@k 0.939850 precision@k 0.187970 mean reciprocal rank 0.923658
xlm_r_large_en_ko_nli_ststb	Statistic Value arch xlm-roberta hidden_size 1024 layers 24 vocab_size 250002			Statistic Value mean_true 0.892495 std_true 0.117369 mean_random 0.182740 std_random 0.147920 snr 4.798225 ks_p_value 0.000000		Statistic Value recall@k 0.936450 precision@k 0.187290 mean reciprocal rank 0.920795
xlm_r_base_en_ko_nli_ststb	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.883468 std_true 0.105642 mean_random 0.220212 std_random 0.165127 snr 4.016651 ks_p_value 0.000000		Statistic Value recall@k 0.930850 precision@k 0.186170 mean reciprocal rank 0.911277
clip_ViT_B_32_multilingual_v1	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.970577 std_true 0.025745 mean_random 0.826962 std_random 0.066664 snr 2.154303 ks_p_value 0.000000		Statistic Value recall@k 0.766500 precision@k 0.153300 mean reciprocal rank 0.765431